{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis of Crime Reports in Portland, OR, 2004-2014\n",
    "\n",
    "This analysis takes a first look at an extensive dataset of crime reports in Portland, OR from 2004 to 2014. It contains over 680,000 entries, each with location information and classification about what kind of offense was reported. **N.B. The year 2010 is entirely omitted from this analysis.** The data for 2010 were not included on the Kaggle website, as they have not been published through the City of Portland's website.\n",
    "\n",
    "*Project dataset can be found here: https://www.kaggle.com/katzwigmore/portland-oregon-crime-data/*\n",
    "\n",
    "There are myriad stories to tell in this dataset, and the goal of this analysis will be to start to answer these three questions: \n",
    "\n",
    "**What are the broad trends in the crime reports from 2004 to 2014?**\n",
    "\n",
    "**Have certain types of offenses become more or less common compared to the whole?**\n",
    "\n",
    "**Are crime reports in specific neighborhoods noticeably different from those of the city at large?**\n",
    "\n",
    "Let's dig in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data is structured into separate files by year, however it will be easier to manipulate if it's in a single dataframe. Let's import all the data and combine it in a useful format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df2004 = pd.read_csv('crime_incident_data2004.csv')\n",
    "df2005 = pd.read_csv('crime_incident_data2005.csv')\n",
    "df2006 = pd.read_csv('crime_incident_data2006.csv')\n",
    "df2007 = pd.read_csv('crime_incident_data2007.csv')\n",
    "df2008 = pd.read_csv('crime_incident_data2008.csv')\n",
    "df2009 = pd.read_csv('crime_incident_data2009.csv')\n",
    "df2011 = pd.read_csv('crime_incident_data2011.csv')\n",
    "df2012 = pd.read_csv('crime_incident_data2012.csv')\n",
    "df2013 = pd.read_csv('crime_incident_data2013.csv')\n",
    "df2014 = pd.read_csv('crime_incident_data2014.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adding a 'Year' column so we don't lose that information when we merge the dataframes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df2004['Year'] = 2004\n",
    "df2005['Year'] = 2005\n",
    "df2006['Year'] = 2006\n",
    "df2007['Year'] = 2007\n",
    "df2008['Year'] = 2008\n",
    "df2009['Year'] = 2009\n",
    "df2011['Year'] = 2011\n",
    "df2012['Year'] = 2012\n",
    "df2013['Year'] = 2013\n",
    "df2014['Year'] = 2014"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.concat([df2004, df2005, df2006, df2007, df2008, df2009, df2011, df2012, df2013, df2014])\n",
    "all_years = [2004, 2005, 2006, 2007, 2008, 2009, 2011, 2012, 2013, 2014]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# General Overview\n",
    "\n",
    "This is a large dataset with a lot going on. Let's start by looking at some of the basics. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "680075"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 680,000 crime reports over the ten years of data. That is 68,000 reports per year, or more than 180 per day. The police department is busy!\n",
    "\n",
    "Here's a look at how the data is formatted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Record ID</th>\n",
       "      <th>Report Date</th>\n",
       "      <th>Report Time</th>\n",
       "      <th>Major Offense Type</th>\n",
       "      <th>Address</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Police Precinct</th>\n",
       "      <th>Police District</th>\n",
       "      <th>X Coordinate</th>\n",
       "      <th>Y Coordinate</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10704487</td>\n",
       "      <td>02/11/2004</td>\n",
       "      <td>09:18:00</td>\n",
       "      <td>Motor Vehicle Theft</td>\n",
       "      <td>NE WEIDLER ST and NE 1ST AVE, PORTLAND, OR 97232</td>\n",
       "      <td>LLOYD</td>\n",
       "      <td>PORTLAND PREC NO</td>\n",
       "      <td>690</td>\n",
       "      <td>7.647471e+06</td>\n",
       "      <td>688344.45</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Record ID Report Date Report Time   Major Offense Type  \\\n",
       "1   10704487  02/11/2004    09:18:00  Motor Vehicle Theft   \n",
       "\n",
       "                                            Address Neighborhood  \\\n",
       "1  NE WEIDLER ST and NE 1ST AVE, PORTLAND, OR 97232        LLOYD   \n",
       "\n",
       "    Police Precinct Police District  X Coordinate  Y Coordinate  Year  \n",
       "1  PORTLAND PREC NO             690  7.647471e+06     688344.45  2004  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[[1]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Luckily the dataset is already quite clean -- each row is an individual crime report, and includes the date, the time, the type of offense, street address, neighborhood, X and Y coordinates, and year (which we added). The other columns are not used in this analysis. Still, there is plenty to do here. \n",
    "\n",
    "The bar plot below shows the total number of crime reports per year for all of Portland. \n",
    "\n",
    "**Note: From here forward I will use \"crime reports\" and \"crimes\" interchangeably, but it is important to keep in mind that we are always looking at the reports themselves. This does not include unreported crimes, and does not imply that parties involved were found to be guilty of the reported crime.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WArS0tFRsY2Zme66mPYeI2JKetwM/oDhnsC0dEiI9b0/NO4AJpc3HA1uq1MdXqJuZWYNU\nDQdJvyXpiO5lYCrwJLAc6L7iqBVYlpaXA7PSVUuTgV3psNNKYKqk0elE9FRgZVr3iqTJ6SqlWaW+\nzMysAWo5rHQM8IN0delw4LsR8c+S1gB3SJoNbAIuSO1XAOcC7cBrwEUAEdEl6UpgTWp3RUR0peVL\ngFuAQ4F70sPMzBqkajhExEbglAr1l4ApFeoBzO2lr0XAogr1NuDkGsZrZmaDwH8hbWZmGYeDmZll\nHA5mZpZxOJiZWcbhYGZmGYeDmZllHA5mZpZxOJiZWcbhYGZmGYeDmZllHA5mZpZxOJiZWcbhYGZm\nGYeDmZllHA5mZpZxOJiZWabmcJA0TNKjkn6YXh8n6SFJGyTdLmlEqh+cXren9RNLfVye6k9LOqdU\nn5Zq7ZLm1W96ZmY2EP3Zc7gMWF96fQ1wbUQ0AzuA2ak+G9gREScA16Z2SJoEzAROAqYBN6TAGQZc\nD0wHJgEXprZmZtYgNYWDpPHAh4Cb0msBZwN3piaLgfPS8oz0mrR+Smo/A1gaEa9HxLMU95g+Iz3a\nI2JjRPwKWJramplZg9S65/APwBeBX6fXRwI7I2J3et0BjEvL44DNAGn9rtT+N/Ue2/RWz0iaI6lN\nUltnZ2eNQzczs/6qGg6S/hjYHhFry+UKTaPKuv7W82LEwohoiYiWpqamPkZtZmZ7YngNbc4CPiLp\nXOAQYCTFnsQoScPT3sF4YEtq3wFMADokDQfeCXSV6t3K2/RWNzOzBqi65xARl0fE+IiYSHFC+b6I\n+ARwP3B+atYKLEvLy9Nr0vr7IiJSfWa6muk4oBl4GFgDNKern0ak91hel9mZmdmA1LLn0Ju/ApZK\nugp4FLg51W8GbpXUTrHHMBMgItZJugN4CtgNzI2INwEkXQqsBIYBiyJi3R6My8zM9lC/wiEifgT8\nKC1vpLjSqGebXwIX9LL91cDVFeorgBX9GYuZme09/gtpMzPLOBzMzCzjcDAzs4zDwczMMg4HMzPL\nOBzMzCzjcDAzs4zDwczMMg4HMzPLOBzMzCzjcDAzs4zDwczMMg4HMzPLOBzMzCzjcDAzs4zDwczM\nMlXDQdIhkh6W9BNJ6yT9TaofJ+khSRsk3Z5u8Um6DejtktrT+omlvi5P9aclnVOqT0u1dknz6j9N\nMzPrj1r2HF4Hzo6IU4BTgWmSJgPXANdGRDOwA5id2s8GdkTECcC1qR2SJlHcMvQkYBpwg6RhkoYB\n1wPTgUnAhamtmZk1SNVwiMKr6eVB6RHA2cCdqb4YOC8tz0ivSeunSFKqL42I1yPiWaCd4jajZwDt\nEbExIn4FLE1tzcysQWo655B+w38M2A6sAp4BdkbE7tSkAxiXlscBmwHS+l3AkeV6j216q1caxxxJ\nbZLaOjs7axm6mZkNQE3hEBFvRsSpwHiK3/TfXalZelYv6/pbrzSOhRHREhEtTU1N1QduZmYD0q+r\nlSJiJ/AjYDIwStLwtGo8sCUtdwATANL6dwJd5XqPbXqrm5lZg9RytVKTpFFp+VDgA8B64H7g/NSs\nFViWlpen16T190VEpPrMdDXTcUAz8DCwBmhOVz+NoDhpvbwekzMzs4EZXr0JY4HF6aqidwB3RMQP\nJT0FLJV0FfAocHNqfzNwq6R2ij2GmQARsU7SHcBTwG5gbkS8CSDpUmAlMAxYFBHr6jZDMzPrt6rh\nEBGPA++pUN9Icf6hZ/2XwAW99HU1cHWF+gpgRQ3jNTOzQeC/kDYzs4zDwczMMg4HMzPLOBzMzCzj\ncDAzs4zDwczMMg4HMzPLOBzMzCzjcDAzs4zDwczMMg4HMzPLOBzMzCzjcDAzs4zDwczMMg4HMzPL\nOBzMzCxTy21CJ0i6X9J6SeskXZbqYyStkrQhPY9OdUm6TlK7pMclnVbqqzW13yCptVQ/XdITaZvr\nJGlvTNbMzGpTy57DbuC/R8S7gcnAXEmTgHnA6ohoBlan1wDTKe4P3QzMAW6EIkyA+cCZFHeQm98d\nKKnNnNJ20/Z8amZmNlBVwyEitkbEI2n5FWA9MA6YASxOzRYD56XlGcCSKDwIjJI0FjgHWBURXRGx\nA1gFTEvrRkbEAxERwJJSX2Zm1gD9OucgaSLF/aQfAo6JiK1QBAhwdGo2Dthc2qwj1fqqd1SoV3r/\nOZLaJLV1dnb2Z+hmZtYPNYeDpMOB7wOfi4iX+2paoRYDqOfFiIUR0RIRLU1NTdWGbGZmA1RTOEg6\niCIYbouIu1J5WzokRHrenuodwITS5uOBLVXq4yvUzcysQWq5WknAzcD6iPh6adVyoPuKo1ZgWak+\nK121NBnYlQ47rQSmShqdTkRPBVamda9Impzea1apLzMza4DhNbQ5C/gU8ISkx1LtS8AC4A5Js4FN\nwAVp3QrgXKAdeA24CCAiuiRdCaxJ7a6IiK60fAlwC3AocE96mJlZg1QNh4j4NyqfFwCYUqF9AHN7\n6WsRsKhCvQ04udpYzMxscPgvpM3MLONwMDOzjMPBzMwyDgczM8s4HMzMLONwMDOzjMPBzMwyDgcz\nM8s4HMzMLONwMDOzjMPBzMwyDgczM8s4HMzMLONwMDOzjMPBzMwyDgczM8vUcpvQRZK2S3qyVBsj\naZWkDel5dKpL0nWS2iU9Lum00jatqf0GSa2l+umSnkjbXJduFWpmZg1Uy57DLcC0HrV5wOqIaAZW\np9cA04Hm9JgD3AhFmADzgTOBM4D53YGS2swpbdfzvczMbJBVDYeI+Begq0d5BrA4LS8GzivVl0Th\nQWCUpLHAOcCqiOiKiB3AKmBaWjcyIh5ItxddUurLzMwaZKDnHI6JiK0A6fnoVB8HbC6160i1vuod\nFeoVSZojqU1SW2dn5wCHbmZm1dT7hHSl8wUxgHpFEbEwIloioqWpqWmAQzQzs2oGGg7b0iEh0vP2\nVO8AJpTajQe2VKmPr1A3M7MGGmg4LAe6rzhqBZaV6rPSVUuTgV3psNNKYKqk0elE9FRgZVr3iqTJ\n6SqlWaW+zMysQYZXayDpe8D7gaMkdVBcdbQAuEPSbGATcEFqvgI4F2gHXgMuAoiILklXAmtSuysi\novsk9yUUV0QdCtyTHmZm1kBVwyEiLuxl1ZQKbQOY20s/i4BFFeptwMnVxmFmZoPHfyFtZmYZh4OZ\nmWUcDmZmlnE4mJlZxuFgZmYZh4OZmWUcDmZmlnE4mJlZxuFgZmYZh4OZmWUcDmZmlnE4mJlZxuFg\nZmYZh4OZmWUcDmZmlnE4mJlZZsiEg6Rpkp6W1C5pXqPHY2Z2IBsS4SBpGHA9MB2YBFwoaVJjR2Vm\nduAaEuEAnAG0R8TGiPgVsBSY0eAxmZkdsFTc9rnBg5DOB6ZFxGfS608BZ0bEpT3azQHmpJcnAk8P\nwvCOAn42CO/TKPv7/GD/n+P+Pj/Y/+c4WPN7V0Q01dJw+N4eSY1UoZalVkQsBBbu/eG8RVJbRLQM\n5nsOpv19frD/z3F/nx/s/3McivMbKoeVOoAJpdfjgS0NGouZ2QFvqITDGqBZ0nGSRgAzgeUNHpOZ\n2QFrSBxWiojdki4FVgLDgEURsa7Bw+o2qIexGmB/nx/s/3Pc3+cH+/8ch9z8hsQJaTMzG1qGymEl\nMzMbQhwOZmaWOeDCQdIESfdLWi9pnaTLUn2MpFWSNqTn0akuSdelr/V4XNJpPfobKekFSd9sxHwq\nqeccJR0r6d7U11OSJjZmVm+p8/y+mvpYn9pUuqx6UA1gfr8r6QFJr0v6Qo++huTX0tRrjr3102j1\n/DdM64dJelTSDwdtEhFxQD2AscBpafkI4KcUX9nxVWBeqs8DrknL5wL3UPwtxmTgoR79fQP4LvDN\nRs9tb8wR+BHwwbR8OHDY/jI/4A+AH1NcBDEMeAB4/z44v6OB3wOuBr5Q6mcY8AxwPDAC+AkwqdHz\nq/McK/azv8yv1N/n0+fMDwdrDgfcnkNEbI2IR9LyK8B6YBzF13UsTs0WA+el5RnAkig8CIySNBZA\n0unAMcC9gziFquo1RxXfbzU8Ilalvl6NiNcGcy6V1PHfMIBDKD44DwYOArYN2kR60d/5RcT2iFgD\nvNGjqyH7tTT1mmMf/TRUHf8NkTQe+BBw0yAM/TcOuHAoS4dI3gM8BBwTEVuh+IelSHIo/kE3lzbr\nAMZJegfw98BfDtZ4B2JP5gj8R2CnpLvSLu3XVHxJ4pCxJ/OLiAeA+4Gt6bEyItYPzshrU+P8etPb\nv+uQsodz7K2fIaMO8/sH4IvAr/fSECs6YMNB0uHA94HPRcTLfTWtUAvgvwErImJzhfVDQh3mOBz4\nI+ALFLu8xwOfrvMwB2xP5yfpBODdFH+RPw44W9J76z/SgenH/HrtokJtSF27Xoc51rWfetvTcUn6\nY2B7RKyt++CqOCDDQdJBFP9gt0XEXam8rXS4aCywPdV7+2qP3wculfQc8HfALEkLBmH4NanTHDuA\nR9Nhid3APwFvOyHfKHWa30eBB9PhslcpzktMHozxV9PP+fVmSH8tTZ3m2Fs/DVen+Z0FfCR9ziyl\n+AXmO3tpyG9zwIVDuhrlZmB9RHy9tGo50JqWW4FlpfqsdMXLZGBXOp74iYg4NiImUvxmvSQihsTV\nIPWaI8XXmoyW1P0tjmcDT+31CVRRx/ltAt4naXj6j/w+imPDDTWA+fVmyH4tTb3m2Ec/DVWv+UXE\n5RExPn3OzATui4hP7oUhV3zzA+oB/CHFrvXjwGPpcS5wJLAa2JCex6T2orgR0TPAE0BLhT4/zdC6\nWqlucwQ+mPp5ArgFGLG/zI/iap5vUQTCU8DXGz23Ac7vtyn2El4GdqblkWnduRRXyjwD/HWj51bv\nOfbWz/4yvx59vp9BvFrJX59hZmaZA+6wkpmZVedwMDOzjMPBzMwyDgczM8s4HMzMLONwMDOzjMPB\nzMwy/x+2BgxM8fzwYQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b13df28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(all_years, [len(df[df['Year']==x]) for x in all_years])\n",
    "\n",
    "plt.title('Total Crime Reports')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see a general trend downward from 2004 to 2009, then a leveling-off up to 2014. We'll look at that in more detail later on.\n",
    "\n",
    "Before we start to get into the nitty gritty of what kinds of crimes happened where, let's look at some more dataset-wide variables: time and date.\n",
    "\n",
    "### What time of day are crimes reported?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_time(time):\n",
    "    [h, m, s] = time.split(':')\n",
    "    return int(h)*3600 + int(m)*60 + int(s)\n",
    "\n",
    "def give_time(seconds):\n",
    "    m, s = divmod(seconds, 60)\n",
    "    h, m = divmod(m, 60)\n",
    "    return \"%02d:%02d:%02d\" % (h, m, s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "A histogram of all the data points should work nicely for our purposes. My function \"get_time(x)\" returns a value in seconds, so I've divided by 3600 to convert to military time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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i1hCtJJVPdz2KiIhYK7QyoORVkp4LTLD935KeRdUUFRER8RStDCj5bqqbDL9S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\nMf8fRhhFggtYQbYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a158ad208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist([get_time(x)/3600 for x in df['Report Time']], bins=24)\n",
    "plt.xlabel('Time of Day')\n",
    "plt.ylabel('Number of Reports, 2004-2014')\n",
    "\n",
    "plt.title('Time of Day for All Crime Reports')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not much surprising here: Crime reports are lowest around 4-5 AM, and peak in the late afternoon around 5 PM. It may be that more crimes are committed during the day, however, the dataset doesn't give insight into whether crime reports are closely correlated to the time the crime is actually committed. If somebody breaks into your house or car during the day, you aren't likely to report the crime until you get home from work.\n",
    "\n",
    "### Is there a seasonal shift in crime?\n",
    "\n",
    "It would be interesting to see if there's a seasonal trend in crime reports. Let's take a look at the data over the full time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_date(date):\n",
    "    [m, d, y] = date.split('/')\n",
    "    return int(y) + (int(m)-1)/12 + (int(d)-1)/365\n",
    "\n",
    "def get_month(date):\n",
    "    [m, d, y] = date.split('/')\n",
    "    return int(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Again, a simple histogram should allow us to see in which months the most crimes occur."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CmClpkKTNgf2A6RGxBEDSdGCMpBnARhFxa45fBhwBXN9fO2JmjfXXRam2+ml1UgngRkkB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\nTipmZlYZJxUzM6vM/wcmTT575aHjzQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1869fe48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist([get_month(x) for x in df['Report Date']], bins=12)\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Number of Crime Reports')\n",
    "plt.ylim(45000, 60000)\n",
    "\n",
    "plt.title('Number of Crimes Reported per Month over All Years')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like the variation in crime is due to the number of days in a month more than anything else. To correct for this, let's instead look at the daily average of crime reports for each month over all of the data. Rather than try incorporate this correction into the whole dataframe, I'll create a list with the number of crimes occurring in each month."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cIMzMrJQThJmZlXKCMDOzUk4QZmZWqrYEIelCSc9KmlMoO03S05Jm57/3F/qd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\nzMyslBOEmZmVcoIwM7NSThBmZlbq/wOpIqmUaT0bqAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1646c630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_weights = [1/31, 1/28.25, 1/31, 1/30, 1/31, 1/30, 1/31, 1/31, 1/30, 1/31, 1/30, 1/31]\n",
    "\n",
    "crimes_by_month = []\n",
    "for i in range(12):\n",
    "    crimes_by_month.append([get_month(x) for x in df['Report Date']].count(i+1)*month_weights[i]/10)\n",
    "    \n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.bar(range(1,13), crimes_by_month)\n",
    "plt.axhline(np.mean(crimes_by_month), color='red')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Crime Reports per Day')\n",
    "plt.ylim([150, 200])\n",
    "\n",
    "plt.title('Number of Crime Reports over All Years, Mean in Red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After correcting for the number of days in each month, there is a clear trend of increased crime in the summer, peaking from May to October. This corresponds nicely with the \"good weather\" in Portland. May through October is generally sunny and beautiful, while December through March is rainy and cold. The daylight in the summer is also about five hours longer than in the winter. These factors likely contribute to an increase of crime during the summer months."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Crime Report Locations\n",
    "\n",
    "Where did these crimes take place? Because the data provides X and Y coordinates, we have an easy way of visualizing the data without having to worry about geolocating street addresses. Because of the density of crime reports, we'll actually be able to get a pretty good map of the city just by plotting each report in X-Y space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EROQEmKATEREREREROQEm6EREREREREROgAk6ERERERERkRNggk5ERERERETkBJigExER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\n/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MQASgD0J4TI9PT0qgghltz3lYQQKz09vQgAnxNCzqv3nwLwLwDPATAihHyq3v8JgHoA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cKVfPiz8foT+kSN2vggP0npcFqOLJvWB0fCE8Tw2vznvPk8CAKyfcKBBt9GwaIeg8gEbXqiqB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\nLj3CXtKDel1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OLRoj/IlAvPvfo8gptFf6HGnhb+Tng+9fvhsxSZnYcNiKJeMH4XBWPo6e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3P0LSbqDa29fnZYkLu0j6kx3shl1nyTWszyb7MIcLMnxselz/39mvBzj1n7zZb/vPhPjPwR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\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xnVWHC/Bm/2CoXJwAgLerRHQN/c5cVYvkzEuYk3Qe07dn46u92Xh5mRrH8kv5bz5LzLQ7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\nb+3yupdqTfFxcFdJarffNAtO/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GM9PK8R32hEn7hBhSAr2psLRu+y2XOS3x3+uz/PtzUV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\n+4X6+9L1AACx3SMBAGDvtxVg++Es3NH7anj3T6PhhbF94eTpG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KPsz94u0xH0r89+2V1y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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a187db358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "years = [2004, 2014]\n",
    "\n",
    "for i in range(len(years)):\n",
    "\n",
    "    plt.subplot(1,2,i+1)\n",
    "    plt.scatter(\n",
    "        df[df['Year']==years[i]]['X Coordinate'], \n",
    "        df[df['Year']==years[i]]['Y Coordinate'], \n",
    "        s = .05\n",
    "        )\n",
    "    plt.xlim(7620000, 7700000)\n",
    "    plt.ylim(650000, 730000)\n",
    "    plt.xlabel('X Coordinate')\n",
    "    plt.ylabel('Y Coordinate')\n",
    "    plt.title('{} Crime Reports'.format(years[i]))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see how the density of crime changes throughout the city -- the dense cluster of points around (7640000, 680000) is Downtown Portland. The blank swath through the middle is the river, and the strong diagonal line running northeast from the city center is Sandy Blvd, which is a main thoroughfare. Those familiar with the city will recognize other busy streets and neighborhood centers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Where do specific types of crime occur?\n",
    "\n",
    "We'll look more into specific types of crime later on, but it would be interesting to see where certain crimes occur in the city. For the most part, the dataset is too large to use an overlay technique like the one below to visualize specific crimes (something like a heat map would work better, as it would show density rather than individual locations -- that would be a great future project). Some of the rarest crimes, however, are also the ones we're most interested in. If we look at homicides in the city, we can plot all of them without washing out the interesting parts of the data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LFwJHHAFsqxbk3DkKOX8c5wu6G81mmgUhhJA009qT9CjIHi2pYtGcCPKmTX4J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\nfn4wIr7LLtEC7sqxG/1zU0sAlWSbe21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4ecQ2Qm9ztCdP1uOV/DQYzW6OHFuSyXFY1LMd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wJ0r13L17d5M2+x7Iz2AgmEDySPyinARr78jzyJkQlbGgHHY6nLKM5jUQ1tPyqDXI/p8HZh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\nbeNG64wJRlIDdheAhzxF2le+Qn7/AKKaqd/DDOAYEpH8WxUqfIkB9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LJ1Fk/X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\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NnElpaSkslMLK/ssvhx1ZEOmavvJKen/11bRuQ0NhjDn/RlNTOEGStyOnnbu7SYmW9+nA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1106ff240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "\n",
    "crime_type = 'Homicide' # Enter crime type\n",
    "\n",
    "# To look at a one specific year\n",
    "'''\n",
    "year = 2009 # Enter desired year\n",
    "\n",
    "plt.scatter(\n",
    "    df[df['Year']==year]['X Coordinate'], \n",
    "    df[df['Year']==year]['Y Coordinate'], \n",
    "    s=.05, \n",
    "    c='b')\n",
    "plt.scatter(\n",
    "    df[(df['Year']==year) & (df['Major Offense Type']==crime_type)]['X Coordinate'], \n",
    "    df[(df['Year']==year) & (df['Major Offense Type']==crime_type)]['Y Coordinate'], \n",
    "    s=60, \n",
    "    c='r',\n",
    "    marker='x'\n",
    "    )\n",
    "'''\n",
    "\n",
    "# Or, visualize all years.\n",
    "year = 'All'\n",
    "plt.scatter(\n",
    "    df['X Coordinate'], \n",
    "    df['Y Coordinate'], \n",
    "    s=.005, \n",
    "    c='b')\n",
    "plt.scatter(\n",
    "    df[(df['Major Offense Type']==crime_type)]['X Coordinate'], \n",
    "    df[(df['Major Offense Type']==crime_type)]['Y Coordinate'], \n",
    "    s=40, \n",
    "    c='r',\n",
    "    marker='x'\n",
    "    )\n",
    "\n",
    "\n",
    "plt.xlim(7620000, 7700000)\n",
    "plt.ylim(650000, 730000)\n",
    "plt.title('{} Crime Reports, with {}s in Red'.format(year, crime_type))\n",
    "plt.xlabel('X Coordinate')\n",
    "plt.ylabel('Y Coordinate')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot tells us a lot. Homicides occur most often Downtown and around the outer neighborhoods of the city. There is specifically a concentration of homicides in the area north of Downtown, and farther out to the east, which corresponds roughly to the economic status of these neighborhoods. The ring around downtown with no homicides is composed of the wealthier, \"nicer\" neighborhoods. A deep analysis of those relationships, although warranted, is beyond the scope of this project.\n",
    "\n",
    "There is a lot more to do with this location data, but at this point it would probably make the most sense to pull it into ArcGIS and do the analysis on a platform specifically designed for it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Types of Crime Reports\n",
    "\n",
    "What types of crime are reported in Portland? Let's take a look."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/FfhW/rwK8p4IXJp+k3nxB/CUGm1cUyctpZcKlgauJwGbAWem3+0nwPI1ym2Y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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110362518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Major Offense Type'].value_counts().plot(kind='bar')\n",
    "\n",
    "plt.title('Crime Reports from 2004-2014')\n",
    "plt.ylabel('Reports')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Larceny (theft) dominates the dataset. Let's see how things look without it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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URgiVIAiCoDZCqARBEAS1MRjrqQRzCLFaZBAEdVNppCLpaEmjJc0labKkZyTt1u3GBUEQ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\nMnB7ZnsIf/EVXn/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5jhnA4l2+jhVxobAIPvF4LCUBC0vOszBulVV0fBoeaqMRNuKDeDTk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\nkiQ9I51KkiRJ0jP+H0QnKjIBrLhPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10da18e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "count       26.000000\n",
       "mean     17360.576923\n",
       "std      17879.352273\n",
       "min         27.000000\n",
       "25%       2125.750000\n",
       "50%      12287.000000\n",
       "75%      30823.000000\n",
       "max      56811.000000\n",
       "Name: Major Offense Type, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Major Offense Type'].value_counts()[1:].plot(kind='bar')\n",
    "\n",
    "plt.title('Crime Reports from 2004-2014')\n",
    "plt.ylabel('Reports')\n",
    "plt.show()\n",
    "df['Major Offense Type'].value_counts()[1:].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Excluding Larceny, there are several types of crime which are quite common, and a tail of rare crimes. Crime reports are broken up into 27 types of crime. The upper 25% have 30,000+ reports over ten years, while the lower 25% have fewer than 2,200 -- the tail. Some of the crimes which are most concerning are there (Sex Offenses, Rape, Homicide), so let's take a closer look at the tail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1Qfy03ho16DWOPwFbUIY6blCHyh5v++UNxryeMux36BXr/zUU7xBgI0rHI5SR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\nIjqSxBERER1J4oiIiI78f7lOTDSTFA9xAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1103c3160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Major Offense Type'].value_counts()[-12:].plot(kind='bar')\n",
    "\n",
    "plt.title('Crime Reports from 2004-2014')\n",
    "plt.ylabel('Reports')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at homicides from year to year to see how that has changed over time. We'll look at this more in depth later on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WRsA36wplZmbN6XRn8dHAEcDzABGxGNi8rlBmZtacTovgpYgIqjeTIWmzwa4g6RJJT0t6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\nAjOzwrkIzMwK5yIwMyuci8DMrHD/C/vUyGJ7xavXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109b32978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df['Major Offense Type']=='Homicide']['Year'].value_counts().sort_index().plot(kind='bar')\n",
    "plt.title('Homicide Reports by Year')\n",
    "plt.ylabel('Reports')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thankfully, there appears to be a general trend downward in homicides. This agrees with the prevailing feeling in the city that things have become safer (and more affluent) over the past 10+ years. \n",
    "\n",
    "\n",
    "### Trends over time of specific crime types\n",
    "\n",
    "We've gotten the general sense that crime has decreased from 2004 to 2014, but let's look at this a bit more concretely. Specifically, let's compare the first three years of data (2004-2006) with the last three (2012-2014). By spanning a few years on either side we may smooth out anomalous years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "all_crimes = sorted(list(df['Major Offense Type'].unique()))\n",
    "\n",
    "crime_counts = pd.DataFrame()\n",
    "\n",
    "for year in all_years:\n",
    "    for crime in all_crimes:\n",
    "        crime_counts.loc[crime, year] = len(df[(df['Year']==year) & (df['Major Offense Type']==crime)])\n",
    "        \n",
    "crime_sorted = crime_counts.sort_values(2005, ascending=False) # Sorting by the frequency of crimes in 2005"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rather than get bogged down taking 'value_counts()' of every possible variable, I decided to create a second dataframe with the number of each crime reported in each year. I chose to sort the whole dataframe by the '2005' column because it was most similar to the values in (2004+2005+2006). This was a workaround to allow me to compare different time segments without having to resort multiple times."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2004</th>\n",
       "      <th>2005</th>\n",
       "      <th>2006</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Larceny</th>\n",
       "      <td>28255.0</td>\n",
       "      <td>25614.0</td>\n",
       "      <td>21797.0</td>\n",
       "      <td>22022.0</td>\n",
       "      <td>21061.0</td>\n",
       "      <td>19515.0</td>\n",
       "      <td>22048.0</td>\n",
       "      <td>22281.0</td>\n",
       "      <td>21929.0</td>\n",
       "      <td>24178.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vandalism</th>\n",
       "      <td>6097.0</td>\n",
       "      <td>6356.0</td>\n",
       "      <td>7024.0</td>\n",
       "      <td>6960.0</td>\n",
       "      <td>5783.0</td>\n",
       "      <td>5113.0</td>\n",
       "      <td>4910.0</td>\n",
       "      <td>4933.0</td>\n",
       "      <td>5224.0</td>\n",
       "      <td>4411.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burglary</th>\n",
       "      <td>7255.0</td>\n",
       "      <td>6041.0</td>\n",
       "      <td>5459.0</td>\n",
       "      <td>4902.0</td>\n",
       "      <td>4202.0</td>\n",
       "      <td>3713.0</td>\n",
       "      <td>4255.0</td>\n",
       "      <td>4535.0</td>\n",
       "      <td>4029.0</td>\n",
       "      <td>4102.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Motor Vehicle Theft</th>\n",
       "      <td>6050.0</td>\n",
       "      <td>5802.0</td>\n",
       "      <td>4583.0</td>\n",
       "      <td>4905.0</td>\n",
       "      <td>3408.0</td>\n",
       "      <td>3284.0</td>\n",
       "      <td>3283.0</td>\n",
       "      <td>3642.0</td>\n",
       "      <td>3363.0</td>\n",
       "      <td>3449.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Assault, Simple</th>\n",
       "      <td>4952.0</td>\n",
       "      <td>5117.0</td>\n",
       "      <td>5119.0</td>\n",
       "      <td>4935.0</td>\n",
       "      <td>4525.0</td>\n",
       "      <td>4285.0</td>\n",
       "      <td>4005.0</td>\n",
       "      <td>4144.0</td>\n",
       "      <td>4017.0</td>\n",
       "      <td>3935.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trespass</th>\n",
       "      <td>5151.0</td>\n",
       "      <td>5058.0</td>\n",
       "      <td>3972.0</td>\n",
       "      <td>3324.0</td>\n",
       "      <td>3098.0</td>\n",
       "      <td>2785.0</td>\n",
       "      <td>2715.0</td>\n",
       "      <td>3016.0</td>\n",
       "      <td>2812.0</td>\n",
       "      <td>2805.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drugs</th>\n",
       "      <td>3601.0</td>\n",
       "      <td>4566.0</td>\n",
       "      <td>4200.0</td>\n",
       "      <td>3445.0</td>\n",
       "      <td>2825.0</td>\n",
       "      <td>2370.0</td>\n",
       "      <td>2559.0</td>\n",
       "      <td>2892.0</td>\n",
       "      <td>3257.0</td>\n",
       "      <td>2668.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Disorderly Conduct</th>\n",
       "      <td>3941.0</td>\n",
       "      <td>3988.0</td>\n",
       "      <td>4034.0</td>\n",
       "      <td>3809.0</td>\n",
       "      <td>3836.0</td>\n",
       "      <td>4035.0</td>\n",
       "      <td>3975.0</td>\n",
       "      <td>3895.0</td>\n",
       "      <td>4046.0</td>\n",
       "      <td>4008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fraud</th>\n",
       "      <td>2896.0</td>\n",
       "      <td>2920.0</td>\n",
       "      <td>2741.0</td>\n",
       "      <td>2518.0</td>\n",
       "      <td>2211.0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>1602.0</td>\n",
       "      <td>1697.0</td>\n",
       "      <td>1663.0</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aggravated Assault</th>\n",
       "      <td>2292.0</td>\n",
       "      <td>2327.0</td>\n",
       "      <td>2198.0</td>\n",
       "      <td>2069.0</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>1776.0</td>\n",
       "      <td>1763.0</td>\n",
       "      <td>1847.0</td>\n",
       "      <td>1737.0</td>\n",
       "      <td>1699.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Runaway</th>\n",
       "      <td>2251.0</td>\n",
       "      <td>2313.0</td>\n",
       "      <td>2051.0</td>\n",
       "      <td>1924.0</td>\n",
       "      <td>1756.0</td>\n",
       "      <td>1839.0</td>\n",
       "      <td>1512.0</td>\n",
       "      <td>1660.0</td>\n",
       "      <td>1512.0</td>\n",
       "      <td>1436.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DUII</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>2075.0</td>\n",
       "      <td>2415.0</td>\n",
       "      <td>2338.0</td>\n",
       "      <td>2060.0</td>\n",
       "      <td>1789.0</td>\n",
       "      <td>1798.0</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1776.0</td>\n",
       "      <td>1483.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Forgery</th>\n",
       "      <td>2523.0</td>\n",
       "      <td>2075.0</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>1370.0</td>\n",
       "      <td>1129.0</td>\n",
       "      <td>935.0</td>\n",
       "      <td>1333.0</td>\n",
       "      <td>1063.0</td>\n",
       "      <td>1114.0</td>\n",
       "      <td>578.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liquor Laws</th>\n",
       "      <td>1648.0</td>\n",
       "      <td>1840.0</td>\n",
       "      <td>2320.0</td>\n",
       "      <td>2691.0</td>\n",
       "      <td>3288.0</td>\n",
       "      <td>3415.0</td>\n",
       "      <td>2904.0</td>\n",
       "      <td>3008.0</td>\n",
       "      <td>2761.0</td>\n",
       "      <td>2268.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Robbery</th>\n",
       "      <td>1280.0</td>\n",
       "      <td>1137.0</td>\n",
       "      <td>1281.0</td>\n",
       "      <td>1318.0</td>\n",
       "      <td>1120.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>970.0</td>\n",
       "      <td>902.0</td>\n",
       "      <td>846.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex Offenses</th>\n",
       "      <td>557.0</td>\n",
       "      <td>593.0</td>\n",
       "      <td>527.0</td>\n",
       "      <td>501.0</td>\n",
       "      <td>494.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>479.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weapons</th>\n",
       "      <td>446.0</td>\n",
       "      <td>478.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>347.0</td>\n",
       "      <td>379.0</td>\n",
       "      <td>329.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Prostitution</th>\n",
       "      <td>431.0</td>\n",
       "      <td>477.0</td>\n",
       "      <td>463.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>147.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arson</th>\n",
       "      <td>325.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>372.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Curfew</th>\n",
       "      <td>292.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rape</th>\n",
       "      <td>258.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>206.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Embezzlement</th>\n",
       "      <td>265.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>269.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>126.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stolen Property</th>\n",
       "      <td>63.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Offenses Against Family</th>\n",
       "      <td>105.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kidnap</th>\n",
       "      <td>40.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Homicide</th>\n",
       "      <td>33.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gambling</th>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            2004     2005     2006     2007     2008     2009  \\\n",
       "Larceny                  28255.0  25614.0  21797.0  22022.0  21061.0  19515.0   \n",
       "Vandalism                 6097.0   6356.0   7024.0   6960.0   5783.0   5113.0   \n",
       "Burglary                  7255.0   6041.0   5459.0   4902.0   4202.0   3713.0   \n",
       "Motor Vehicle Theft       6050.0   5802.0   4583.0   4905.0   3408.0   3284.0   \n",
       "Assault, Simple           4952.0   5117.0   5119.0   4935.0   4525.0   4285.0   \n",
       "Trespass                  5151.0   5058.0   3972.0   3324.0   3098.0   2785.0   \n",
       "Drugs                     3601.0   4566.0   4200.0   3445.0   2825.0   2370.0   \n",
       "Disorderly Conduct        3941.0   3988.0   4034.0   3809.0   3836.0   4035.0   \n",
       "Fraud                     2896.0   2920.0   2741.0   2518.0   2211.0   1930.0   \n",
       "Aggravated Assault        2292.0   2327.0   2198.0   2069.0   1966.0   1776.0   \n",
       "Runaway                   2251.0   2313.0   2051.0   1924.0   1756.0   1839.0   \n",
       "DUII                      1950.0   2075.0   2415.0   2338.0   2060.0   1789.0   \n",
       "Forgery                   2523.0   2075.0   1659.0   1370.0   1129.0    935.0   \n",
       "Liquor Laws               1648.0   1840.0   2320.0   2691.0   3288.0   3415.0   \n",
       "Robbery                   1280.0   1137.0   1281.0   1318.0   1120.0   1041.0   \n",
       "Sex Offenses               557.0    593.0    527.0    501.0    494.0    499.0   \n",
       "Weapons                    446.0    478.0    405.0    359.0    330.0    264.0   \n",
       "Prostitution               431.0    477.0    463.0    300.0    440.0    309.0   \n",
       "Arson                      325.0    344.0    372.0    317.0    279.0    252.0   \n",
       "Curfew                     292.0    307.0    210.0    211.0    144.0    145.0   \n",
       "Rape                       258.0    294.0    248.0    257.0    194.0    214.0   \n",
       "Embezzlement               265.0    279.0    259.0    259.0    269.0    186.0   \n",
       "Stolen Property             63.0     90.0     94.0     74.0     72.0     68.0   \n",
       "Offenses Against Family    105.0     89.0     80.0     89.0     77.0     59.0   \n",
       "Kidnap                      40.0     43.0     45.0     32.0     22.0     10.0   \n",
       "Homicide                    33.0     26.0     28.0     29.0     27.0     22.0   \n",
       "Gambling                     1.0      7.0      6.0      6.0      2.0      0.0   \n",
       "\n",
       "                            2011     2012     2013     2014  \n",
       "Larceny                  22048.0  22281.0  21929.0  24178.0  \n",
       "Vandalism                 4910.0   4933.0   5224.0   4411.0  \n",
       "Burglary                  4255.0   4535.0   4029.0   4102.0  \n",
       "Motor Vehicle Theft       3283.0   3642.0   3363.0   3449.0  \n",
       "Assault, Simple           4005.0   4144.0   4017.0   3935.0  \n",
       "Trespass                  2715.0   3016.0   2812.0   2805.0  \n",
       "Drugs                     2559.0   2892.0   3257.0   2668.0  \n",
       "Disorderly Conduct        3975.0   3895.0   4046.0   4008.0  \n",
       "Fraud                     1602.0   1697.0   1663.0   2008.0  \n",
       "Aggravated Assault        1763.0   1847.0   1737.0   1699.0  \n",
       "Runaway                   1512.0   1660.0   1512.0   1436.0  \n",
       "DUII                      1798.0   1970.0   1776.0   1483.0  \n",
       "Forgery                   1333.0   1063.0   1114.0    578.0  \n",
       "Liquor Laws               2904.0   3008.0   2761.0   2268.0  \n",
       "Robbery                    900.0    970.0    902.0    846.0  \n",
       "Sex Offenses               404.0    402.0    369.0    479.0  \n",
       "Weapons                    295.0    347.0    379.0    329.0  \n",
       "Prostitution               226.0    242.0    195.0    147.0  \n",
       "Arson                      273.0    215.0    172.0    146.0  \n",
       "Curfew                      32.0     24.0     29.0     24.0  \n",
       "Rape                       188.0    184.0    205.0    206.0  \n",
       "Embezzlement               151.0    152.0    139.0    126.0  \n",
       "Stolen Property             55.0     72.0     77.0     72.0  \n",
       "Offenses Against Family     50.0     41.0     45.0     46.0  \n",
       "Kidnap                      21.0     19.0      9.0     20.0  \n",
       "Homicide                    23.0     27.0     16.0     27.0  \n",
       "Gambling                     1.0      1.0      2.0      1.0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sorted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QtDewENgO+G5ETCi6ZWZmZmZmZsuwrpZGJydPEwAkrSzp8Ii4vNiWmZmZmZmZ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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109f01eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14,4))\n",
    "width = .3\n",
    "\n",
    "(crime_sorted[2004]+crime_sorted[2005]+crime_sorted[2006]).plot(\n",
    "    kind='bar',\n",
    "    position=1,\n",
    "    color='red',\n",
    "    width=width,\n",
    "    label='2004-2006'\n",
    "    )\n",
    "\n",
    "(crime_sorted[2012]+crime_sorted[2013]+crime_sorted[2014]).plot(\n",
    "    kind='bar',\n",
    "    position=0,\n",
    "    color='blue',\n",
    "    width=width,\n",
    "    label='2012-2014'\n",
    "    )\n",
    "\n",
    "plt.legend()\n",
    "plt.ylabel('Reports')\n",
    "plt.title('Total Crime Reports by Type')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's clear that there are generally more crimes in 2004-2006 than in 2012-2014, but again it's hard to see the scale because of how prevalent Larceny is. Let's look at the same data with Larceny removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jSMMBGdDo1pmZmZmZmVWpd5jfOGAb4GfAz4GtgUsbjDkvD9Ej/30mt7cCm1Yt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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1107807f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14,4))\n",
    "width = .3\n",
    "\n",
    "(crime_sorted[2004]+crime_sorted[2005]+crime_sorted[2006])[1:].plot(\n",
    "    kind='bar',\n",
    "    position=1,\n",
    "    color='red',\n",
    "    width=width,\n",
    "    label='2004-2006'\n",
    "    )\n",
    "\n",
    "(crime_sorted[2012]+crime_sorted[2013]+crime_sorted[2014])[1:].plot(\n",
    "    kind='bar',\n",
    "    position=0,\n",
    "    color='blue',\n",
    "    width=width,\n",
    "    label='2012-2014'\n",
    "    )\n",
    "\n",
    "plt.legend()\n",
    "plt.ylabel('Reports')\n",
    "plt.title('Total Crime Reports by Type')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most crimes show a decrease, however Disorderly Conduct and Liquor Laws do not. This could be a result of increased enforcement, increased reporting, or some change in the city that has led to an increase in frequency of those crimes. It does seem that these two crimes could be correlated, and may even get reported simultaneously. This would be a good place for deeper future analysis.\n",
    "\n",
    "And as before, let's look at just the tail of less common crimes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mi0ARCw2X93ojpZjaieO08FSBNi3Wx9TFvm/H1YW46vn72wfiqtv/ITTu52XW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\nL0nSHLH4JUmaI38BKYwqQD6MV5IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f3fc9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8,4))\n",
    "width = .3\n",
    "\n",
    "(crime_sorted[2004]+crime_sorted[2005]+crime_sorted[2006])[-12:].plot(\n",
    "    kind='bar',\n",
    "    position=1,\n",
    "    color='red',\n",
    "    width=width,\n",
    "    label='2004-2006'\n",
    "    )\n",
    "\n",
    "(crime_sorted[2012]+crime_sorted[2013]+crime_sorted[2014])[-12:].plot(\n",
    "    kind='bar',\n",
    "    position=0,\n",
    "    color='blue',\n",
    "    width=width,\n",
    "    label='2012-2014'\n",
    "    )\n",
    "\n",
    "plt.legend()\n",
    "plt.ylabel('Reports')\n",
    "plt.title('Total Crime Reports by Type')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prostitution, Curfew, Embezzlement, and Kidnap have seen dramatic declines between the beginning and end of the dataset. A deeper analysis of these types of crime reports would be interesting and require a more thorough understanding of how these crimes are reported in Portland.\n",
    "\n",
    "### How have rates of specific offense types evolved over the full length of the data?\n",
    "\n",
    "What if we look at a specific crime over the full time series like we did previously with Homicide? So far we've identified a few crime types as being potentially interesting. In order to compare one type to another, we'll have to normalize the data so they are on the same scale. I've done this simply by dividing the number of crimes in a specific year by the total number of that crime reported over the time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1K7Uma8OGDcyYMQM3Nzf279/P/v37U6elyMjo0aNp1qwZy5cvJzk5mdjYWD74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soHZ9P44YdEZ2cx8NZbrOnesaFXKN/S3snqrQ07JTOrttTT1GbNXouOEoZnp3DYsEzG5KQxJjeN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\npZRSSoWd/wfC+4+ETmpX8AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109f01ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,6))\n",
    "\n",
    "# Choose which crimes to look at.\n",
    "\n",
    "#select_crimes = all_crimes[:5] \n",
    "select_crimes = ['Homicide', 'Liquor Laws', 'Disorderly Conduct', 'Larceny']\n",
    "\n",
    "for crime in select_crimes:\n",
    "    (crime_sorted.loc[crime]/crime_sorted.loc[crime].sum()).plot(kind='line', label=crime)\n",
    "\n",
    "    \n",
    "plt.ylabel('Normalized Number of Crimes')\n",
    "plt.xlabel('Year')\n",
    "plt.legend()\n",
    "plt.title('Normalized Crimes Reported per Year by Type')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It turns out Liquor Law reports have a different story than we would have expected from the cursory analysis above. They started at low levels in 2004, peaked in 2009, and were actually decreasing again by 2014. Disorderly Conduct remains flat, while Larceny actually bottoms out in 2009 and appears to be on the rise. Homicides are infrequent enough that the data are noisy and jump around a lot. This is an important lesson that is it easy to mislead with statistics. One could truthfully say, *\"Liquor Law crime reports have increased by 50% over the last ten years\"* and *\"Liquor Law crime reports have decreased by 40% over the last five years.\"* "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Crime Reports by Neighborhood\n",
    "\n",
    "Let's take a look at how crime reports change based on neighborhood. First, a quick glance at what the neighborhood structure looks like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gyszMzMzMrA8OpszMzMzMzPrgYMrMzMzMzKwPDqbMzMzMzMz64GDKzMzMzMysDw6mzMzM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\nxbMl56qIDS4B9gASce3rcXHtrSStZxXi2gCS3mVm3w2v++pvJe1tZl8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nSW/GPVmr0csv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pHoa81s2IKkI0HwbO+Ib9IuMbPZco21A4EZw/YaK0Wnn436DtNrHerD3mFmjyXzADbHBVG/ZWab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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109f2aa58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "count      137.000000\n",
       "mean      4897.291971\n",
       "std       7860.670157\n",
       "min          1.000000\n",
       "25%         43.000000\n",
       "50%       2369.000000\n",
       "75%       6842.000000\n",
       "max      57901.000000\n",
       "Name: Neighborhood, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Here's a list of some of the neighborhoods to look at for the next section.\n",
    "fig = plt.figure(figsize=(14,3))\n",
    "\n",
    "df['Neighborhood'].value_counts().head(50).plot(kind = 'bar')\n",
    "#plt.axhline(df['Neighborhood'].value_counts().mean(), color='red', linewidth=1)\n",
    "plt.ylabel('Reports')\n",
    "plt.title('Crime Reports by Neighborhood, 2004-2014')\n",
    "plt.show()\n",
    "df['Neighborhood'].value_counts().describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 137 neighborhoods listed in the dataframe. Downtown has the most crime reports, with 57,901 over all years. Some Portland neighborhoods are quite small, or are far out in the suburbs, and have as low as a single crime reported over the time series. Most of the commonly known neighborhoods in the city occur in the top 50, with fewer than 10,000 reports over ten years.\n",
    "\n",
    "If we plot a histogram of the distribution of neighborhoods with certain levels of crime, we see that the distribution is not normal -- in fact it is much closer to geometric. There are many small, low-crime neighborhoods, and only a few high-crime neighborhoods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PUnPzG0g/1ovidFIr3SOkE0b3AsiHzt4J7EnKqh/g5ZMq2/Ve0rHu+4Gfkc5Xu3hhgoyI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\nAyVKxxTXCdk2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11073bac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot reports by neighborhood vs a normal distribution\n",
    "\n",
    "fig = plt.figure(figsize=(10,4))\n",
    "plt.subplot(1,2,1)\n",
    "neighborhood_dist = df['Neighborhood'].value_counts()\n",
    "\n",
    "neighborhood_dist.plot(kind = 'hist')\n",
    "plt.axvline(neighborhood_dist.mean(), color='red')\n",
    "plt.axvline(neighborhood_dist.mean() + neighborhood_dist.std(), linestyle='dashed', color='red')\n",
    "plt.axvline(neighborhood_dist.mean() - neighborhood_dist.std(), linestyle='dashed', color='red')\n",
    "\n",
    "plt.title('Number of Neighborhoods with Certain Crime Levels')\n",
    "plt.xlabel('Number of Crime Reports')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "\n",
    "geometric_dist = np.random.geometric(.4, 137)\n",
    "\n",
    "plt.hist(geometric_dist)\n",
    "\n",
    "plt.title('Random Geometric Distribution')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### Has Crime Trended Differently Over Time By Neighborhood?\n",
    "\n",
    "What if we compare the change in crime reports in a single neighborhood to the city as a whole? This is a common statistic you might see on a real estate website. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'plt' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-1335d50adfbb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mneighborhood\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'Sabin'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# Enter the Neighborhood you'd like to see. Try \"Hazelwood\" and \"Sabin\".\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0max2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtwinx\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined"
     ]
    }
   ],
   "source": [
    "neighborhood = 'Sabin'.upper() # Enter the Neighborhood you'd like to see. Try \"Hazelwood\" and \"Sabin\".\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(7,5))\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax1.plot(df.Year.value_counts().sort_index(), 'b-')\n",
    "ax2.plot(df[df['Neighborhood']==neighborhood]['Year'].value_counts().sort_index(), 'g-')\n",
    "\n",
    "ax1.set_xlabel('Year')\n",
    "ax1.set_ylabel('All Portland', color='b')\n",
    "ax1.set_ylim([0, 1.1*df.Year.value_counts().sort_index().max()])\n",
    "ax2.set_ylabel('{} Neighborhood'.format(neighborhood.capitalize()), color='g')\n",
    "ax2.set_ylim([0, 1.1*df[df['Neighborhood']==neighborhood]['Year'].value_counts().sort_index().max()])\n",
    "\n",
    "plt.title('Crime Reports in {} vs All Portland'.format(neighborhood.capitalize()))\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Sabin Neighborhood, where the author lives (and which is in that \"safer\" ring around Downtown), has seen crime decrease faster than the city as a whole. This may be a signal that it has been gentrifying quickly (it has been). If you enter 'Hazelwood' above, you'll see the opposite -- crime reports have decreased less than the city as a whole (although they do still decrease). Hazelwood has become significantly more dense (single family homes being replaced by apartments), so it may be that the population increase has caused crime to drop more slowly than in other neighborhoods.\n",
    "\n",
    "### Is the composition of offense types in a specific neighborhood different than the city as a whole?\n",
    "\n",
    "Finally, let's take a look a single neighborhood (Downtown proved to be the most interesting) and see how the types of crime reports compare to those of the city at large. We'll limit our view to the nine most common crime reports, plus a tenth bin for \"other.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "neighborhood = 'Downtown'.upper() \n",
    "\n",
    "### First, lets make a series of the top 9 types of crime in the city as a whole, \n",
    "### plus a tenth category as a catch-all for all the rest.\n",
    "\n",
    "offense_counts = df['Major Offense Type'].value_counts()\n",
    "other = int(offense_counts[9:].sum())\n",
    "offense_counts = offense_counts[:9]\n",
    "top_offenses = list(offense_counts.index)\n",
    "offense_counts.loc[10] = other\n",
    "offense_counts = offense_counts.rename(index={10: 'Other'})\n",
    "\n",
    "### And now, we'll find the values in the specified neighborhood of\n",
    "### those same ten bins of crimes. \n",
    "\n",
    "### N.B. This is NOT necessarily the top 9 types of crimes in the specific \n",
    "### neighborhood, because we want to compare apples to apples.\n",
    "\n",
    "neighborhood_counts = df[(df['Neighborhood']==neighborhood) & \n",
    "                        (df['Major Offense Type'].isin(list(offense_counts.index)))]['Major Offense Type'].value_counts()\n",
    "neighborhood_other = int(df[(df['Neighborhood']==neighborhood) & \n",
    "                        ~(df['Major Offense Type'].isin(list(offense_counts.index)))]['Major Offense Type'].value_counts().sum())\n",
    "\n",
    "neighborhood_counts.loc[10] = neighborhood_other\n",
    "neighborhood_counts = neighborhood_counts.rename(index={10: 'Other'})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sNwb2Knq9tbmu/nngCcLAnw8DT9bPaF7Sr0Cdc86VXS6bXxfYk3Cs2ol+Jmad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mAAAg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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110f27f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "offense_counts.sort_index().plot.pie(\n",
    "    title='Top Offenses for All Years for All Portland'\n",
    "    )\n",
    "plt.ylabel('')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "neighborhood_counts.sort_index().plot.pie(\n",
    "    \n",
    "    title='Those Same Offenses for All Years in {} Neighborhood'.format(neighborhood.capitalize())\n",
    "    )\n",
    "\n",
    "plt.ylabel('')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How does the distribution of offense types in the Downtown neighborhood compare to the city at large? Several types of crime are MORE common in Downtown: Drugs, Disorderly Conduct, Trespass, and Liquor Laws. The City of Portland has most of its services for the homeless population in the Downtown neighborhood, and these types of non-violent crimes are the ones anecdotally associated with homelessness. It may also be that they occur together, or that downtown businesses are more likely to report these types of offenses. Further investigation would be necessary to determine if the skew toward these types of crime was connected with the concentration of the homeless population.\n",
    "\n",
    "Note: Most neighborhoods did NOT show such a large difference in offense types from the city as a whole. Downtown is a notable anomaly."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusions and Further Research\n",
    "\n",
    "This dataset has a huge amount going on. To address our original questions:\n",
    "\n",
    "**What are the broad trends in the crime reports from 2004 to 2014?**\n",
    "There are a few broad trends. Crime reports *have* decreased from 2004 to 2014, but not in a simple linear pattern,  and not in every offense type. There is certainly a trend of crimes being reported more in the afternoon than the early morning, but not enough information to know how that correlates to when the crimes were actually committed. There is a seasonal trend of increased crime during the summer months. The city center and the outer neighborhoods see more homicides than in inner residential neighborhoods.\n",
    "\n",
    "**Have certain types of offenses become more or less common compared to the whole?**\n",
    "Almost all types of crime reports have become less common. Two notable exceptions are Liquor Laws and Disorderly Conduct. Several offense types have seen a dramatic decrease, including Prostitution and Kidnap.\n",
    "\n",
    "**Are crime reports in specific neighborhoods noticeably different from those in the city at large?**\n",
    "The general trends of crime reports in the city do hold true for most neighborhoods, however, there is variation from neighborhood to neighborhood. Some neighborhoods have seen crime decrease faster (Sabin) or slower (Hazelwood) than the city at large, and some neighborhoods (Downtown in particular) have a substantially different distribution in the types of crime that are reported. \n",
    "\n",
    "\n",
    "Most of this analysis was simply getting a handle on what the data look like, and what kind of general trends might be occurring. There are whole columns of data we didn't touch, including Police Precinct. It would be interesting to see if certain precincts are more likely to receive reports for specific types of crimes. I would like to see what happens when we group together similar types of crime, however this would require a deeper understanding of what the Major Offense Type labels mean.\n",
    "\n",
    "We could also draw in a wealth of other data to enrich the analysis. Something as simple as Property Taxes by neighborhood would allow us to look at a correlation between crime reports in the relatively 'safer' neighborhoods and a concrete monetary value. \n",
    "\n",
    "All of the location data should likely be processed in ArcGIS or similar, where we could make all sorts of informative maps and visuals. It would be interesting to highlight specific neighborhoods on the map. Portland has numerous smaller commercial hubs besides Downtown, and it would be easier to look at that with mapping software.\n",
    "\n",
    "Thanks for reading!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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